{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!--BOOK_INFORMATION-->\n",
    "<img align=\"left\" style=\"padding-right:10px;\" src=\"figures/PDSH-cover-small.png\">\n",
    "\n",
    "*This notebook contains an excerpt from the [Python Data Science Handbook](http://shop.oreilly.com/product/0636920034919.do) by Jake VanderPlas; the content is available [on GitHub](https://github.com/jakevdp/PythonDataScienceHandbook).*\n",
    "\n",
    "*The text is released under the [CC-BY-NC-ND license](https://creativecommons.org/licenses/by-nc-nd/3.0/us/legalcode), and code is released under the [MIT license](https://opensource.org/licenses/MIT). If you find this content useful, please consider supporting the work by [buying the book](http://shop.oreilly.com/product/0636920034919.do)!*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!--NAVIGATION-->\n",
    "< [Visualizing Errors](04.03-Errorbars.ipynb) | [Contents](Index.ipynb) | [Histograms, Binnings, and Density](04.05-Histograms-and-Binnings.ipynb) >\n",
    "\n",
    "<a href=\"https://colab.research.google.com/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/04.04-Density-and-Contour-Plots.ipynb\"><img align=\"left\" src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open in Colab\" title=\"Open and Execute in Google Colaboratory\"></a>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Density and Contour Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sometimes it is useful to display three-dimensional data in two dimensions using contours or color-coded regions.\n",
    "There are three Matplotlib functions that can be helpful for this task: ``plt.contour`` for contour plots, ``plt.contourf`` for filled contour plots, and ``plt.imshow`` for showing images.\n",
    "This section looks at several examples of using these. We'll start by setting up the notebook for plotting and importing the functions we will use: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('seaborn-white')\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing a Three-Dimensional Function"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll start by demonstrating a contour plot using a function $z = f(x, y)$, using the following particular choice for $f$ (we've seen this before in [Computation on Arrays: Broadcasting](02.05-Computation-on-arrays-broadcasting.ipynb), when we used it as a motivating example for array broadcasting):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def f(x, y):\n",
    "    return np.sin(x) ** 10 + np.cos(10 + y * x) * np.cos(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A contour plot can be created with the ``plt.contour`` function.\n",
    "It takes three arguments: a grid of *x* values, a grid of *y* values, and a grid of *z* values.\n",
    "The *x* and *y* values represent positions on the plot, and the *z* values will be represented by the contour levels.\n",
    "Perhaps the most straightforward way to prepare such data is to use the ``np.meshgrid`` function, which builds two-dimensional grids from one-dimensional arrays:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.linspace(0, 5, 50)\n",
    "y = np.linspace(0, 5, 40)\n",
    "\n",
    "X, Y = np.meshgrid(x, y)\n",
    "Z = f(X, Y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's look at this with a standard line-only contour plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.contour(X, Y, Z, colors='black');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that by default when a single color is used, negative values are represented by dashed lines, and positive values by solid lines.\n",
    "Alternatively, the lines can be color-coded by specifying a colormap with the ``cmap`` argument.\n",
    "Here, we'll also specify that we want more lines to be drawn—20 equally spaced intervals within the data range:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.contour(X, Y, Z, 20, cmap='RdGy');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we chose the ``RdGy`` (short for *Red-Gray*) colormap, which is a good choice for centered data.\n",
    "Matplotlib has a wide range of colormaps available, which you can easily browse in IPython by doing a tab completion on the ``plt.cm`` module:\n",
    "```\n",
    "plt.cm.<TAB>\n",
    "```\n",
    "\n",
    "Our plot is looking nicer, but the spaces between the lines may be a bit distracting.\n",
    "We can change this by switching to a filled contour plot using the ``plt.contourf()`` function (notice the ``f`` at the end), which uses largely the same syntax as ``plt.contour()``.\n",
    "\n",
    "Additionally, we'll add a ``plt.colorbar()`` command, which automatically creates an additional axis with labeled color information for the plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.contourf(X, Y, Z, 20, cmap='RdGy')\n",
    "plt.colorbar();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The colorbar makes it clear that the black regions are \"peaks,\" while the red regions are \"valleys.\"\n",
    "\n",
    "One potential issue with this plot is that it is a bit \"splotchy.\" That is, the color steps are discrete rather than continuous, which is not always what is desired.\n",
    "This could be remedied by setting the number of contours to a very high number, but this results in a rather inefficient plot: Matplotlib must render a new polygon for each step in the level.\n",
    "A better way to handle this is to use the ``plt.imshow()`` function, which interprets a two-dimensional grid of data as an image.\n",
    "\n",
    "The following code shows this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(Z, extent=[0, 5, 0, 5], origin='lower',\n",
    "           cmap='RdGy')\n",
    "plt.colorbar()\n",
    "plt.axis(aspect='image');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are a few potential gotchas with ``imshow()``, however:\n",
    "\n",
    "- ``plt.imshow()`` doesn't accept an *x* and *y* grid, so you must manually specify the *extent* [*xmin*, *xmax*, *ymin*, *ymax*] of the image on the plot.\n",
    "- ``plt.imshow()`` by default follows the standard image array definition where the origin is in the upper left, not in the lower left as in most contour plots. This must be changed when showing gridded data.\n",
    "- ``plt.imshow()`` will automatically adjust the axis aspect ratio to match the input data; this can be changed by setting, for example, ``plt.axis(aspect='image')`` to make *x* and *y* units match."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, it can sometimes be useful to combine contour plots and image plots.\n",
    "For example, here we'll use a partially transparent background image (with transparency set via the ``alpha`` parameter) and overplot contours with labels on the contours themselves (using the ``plt.clabel()`` function):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "contours = plt.contour(X, Y, Z, 3, colors='black')\n",
    "plt.clabel(contours, inline=True, fontsize=8)\n",
    "\n",
    "plt.imshow(Z, extent=[0, 5, 0, 5], origin='lower',\n",
    "           cmap='RdGy', alpha=0.5)\n",
    "plt.colorbar();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The combination of these three functions—``plt.contour``, ``plt.contourf``, and ``plt.imshow``—gives nearly limitless possibilities for displaying this sort of three-dimensional data within a two-dimensional plot.\n",
    "For more information on the options available in these functions, refer to their docstrings.\n",
    "If you are interested in three-dimensional visualizations of this type of data, see [Three-dimensional Plotting in Matplotlib](04.12-Three-Dimensional-Plotting.ipynb)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!--NAVIGATION-->\n",
    "< [Visualizing Errors](04.03-Errorbars.ipynb) | [Contents](Index.ipynb) | [Histograms, Binnings, and Density](04.05-Histograms-and-Binnings.ipynb) >\n",
    "\n",
    "<a href=\"https://colab.research.google.com/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/04.04-Density-and-Contour-Plots.ipynb\"><img align=\"left\" src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open in Colab\" title=\"Open and Execute in Google Colaboratory\"></a>\n"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
